{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8b05c82a",
   "metadata": {},
   "source": [
    "# 1.请求数据准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cf7f1502",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: requests-html in e:\\python311\\lib\\site-packages (0.10.0)\n",
      "Requirement already satisfied: requests in e:\\python311\\lib\\site-packages (from requests-html) (2.30.0)\n",
      "Requirement already satisfied: pyquery in e:\\python311\\lib\\site-packages (from requests-html) (2.0.0)\n",
      "Requirement already satisfied: fake-useragent in e:\\python311\\lib\\site-packages (from requests-html) (1.2.1)\n",
      "Requirement already satisfied: parse in e:\\python311\\lib\\site-packages (from requests-html) (1.19.1)\n",
      "Requirement already satisfied: bs4 in e:\\python311\\lib\\site-packages (from requests-html) (0.0.1)\n",
      "Requirement already satisfied: w3lib in e:\\python311\\lib\\site-packages (from requests-html) (2.1.2)\n",
      "Requirement already satisfied: pyppeteer>=0.0.14 in e:\\python311\\lib\\site-packages (from requests-html) (1.0.2)\n",
      "Requirement already satisfied: appdirs<2.0.0,>=1.4.3 in e:\\python311\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (1.4.4)\n",
      "Requirement already satisfied: certifi>=2021 in e:\\python311\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (2023.5.7)\n",
      "Requirement already satisfied: importlib-metadata>=1.4 in e:\\python311\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (6.8.0)\n",
      "Requirement already satisfied: pyee<9.0.0,>=8.1.0 in e:\\python311\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (8.2.2)\n",
      "Requirement already satisfied: tqdm<5.0.0,>=4.42.1 in e:\\python311\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (4.65.0)\n",
      "Requirement already satisfied: urllib3<2.0.0,>=1.25.8 in e:\\python311\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (1.26.16)\n",
      "Requirement already satisfied: websockets<11.0,>=10.0 in e:\\python311\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (10.4)\n",
      "Requirement already satisfied: beautifulsoup4 in e:\\python311\\lib\\site-packages (from bs4->requests-html) (4.11.2)\n",
      "Requirement already satisfied: lxml>=2.1 in e:\\python311\\lib\\site-packages (from pyquery->requests-html) (4.9.2)\n",
      "Requirement already satisfied: cssselect>=1.2.0 in e:\\python311\\lib\\site-packages (from pyquery->requests-html) (1.2.0)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in e:\\python311\\lib\\site-packages (from requests->requests-html) (3.1.0)\n",
      "Requirement already satisfied: idna<4,>=2.5 in e:\\python311\\lib\\site-packages (from requests->requests-html) (3.4)\n",
      "Requirement already satisfied: zipp>=0.5 in e:\\python311\\lib\\site-packages (from importlib-metadata>=1.4->pyppeteer>=0.0.14->requests-html) (3.16.2)\n",
      "Requirement already satisfied: colorama in e:\\python311\\lib\\site-packages (from tqdm<5.0.0,>=4.42.1->pyppeteer>=0.0.14->requests-html) (0.4.6)\n",
      "Requirement already satisfied: soupsieve>1.2 in e:\\python311\\lib\\site-packages (from beautifulsoup4->bs4->requests-html) (2.4)\n"
     ]
    }
   ],
   "source": [
    "!pip install requests-html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "90e27915",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Accept': 'application/json, text/plain, */*',\n",
       " 'Accept-Encoding': 'gzip, deflate, br',\n",
       " 'Accept-Language': 'zh-CN,zh;q=0.9',\n",
       " 'Connection': 'keep-alive',\n",
       " 'Content-Length': '487',\n",
       " 'Content-Type': 'application/json;charset=UTF-8;',\n",
       " 'Cookie': 'XSRF-TOKEN=zIARnRM0QQaLudJk_4OBXw; __gc_id=e936feed5bd343e5a73b304fa0d4ad5f; _ga=GA1.1.504776059.1697021947; __uuid=1697021948310.51; __tlog=1697021948354.48%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697021951; acw_tc=2760828416970219810274366e53a098388abcfc886c89f5cbf2332344893f; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1697021975; __session_seq=4; __uv_seq=4; __tlg_event_seq=24; _ga_54YTJKWN86=GS1.1.1697021946.1.1.1697023027.0.0.0',\n",
       " 'Host': 'api-c.liepin.com',\n",
       " 'Origin': 'https://www.liepin.com',\n",
       " 'Referer': 'https://www.liepin.com/zhaopin/?currentPage=0&pageSize=40&city=050090&dq=050090&pubTime=&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&otherCity=&industry=&ckId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&scene=condition&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&sfrom=search_job_pc&suggestId=',\n",
       " 'Sec-Fetch-Dest': 'empty',\n",
       " 'Sec-Fetch-Mode': 'cors',\n",
       " 'Sec-Fetch-Site': 'same-site',\n",
       " 'User-Agent': 'Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/81.0.4044.122 Safari/537.36',\n",
       " 'X-Client-Type': 'web',\n",
       " 'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?currentPage=0&pageSize=40&city=050090&dq=050090&pubTime=&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&otherCity=&industry=&ckId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&scene=condition&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&sfrom=search_job_pc&suggestId=\"}',\n",
       " 'X-Fscp-Fe-Version': '',\n",
       " 'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
       " 'X-Fscp-Trace-Id': '187c89d1-ed19-48b2-99fe-85ceeb116589',\n",
       " 'X-Fscp-Version': '1.1',\n",
       " 'X-Requested-With': 'XMLHttpRequest',\n",
       " 'X-XSRF-TOKEN': 'zIARnRM0QQaLudJk_4OBXw'}"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# header\n",
    "import liepindata\n",
    "liepindata.headers()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "586f00e2",
   "metadata": {},
   "source": [
    "* 备注  \n",
    "> 1.城市：'全国','北京','上海','天津','重庆','广州','深圳','苏州', '南京','杭州', '大连', '成都', '武汉', '西安'  \n",
    "> 2.关键词：不限制  \n",
    "> 3.工作经验： '应届生', '实习生','1年以内','1-3年', '3-5年', '5-10年','10年以上'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5a9f8cbe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'data': {'mainSearchPcConditionForm': {'city': '050090',\n",
       "   'dq': '050090',\n",
       "   'pubTime': '',\n",
       "   'currentPage': '0',\n",
       "   'pageSize': 40,\n",
       "   'key': '数据分析师',\n",
       "   'suggestTag': '',\n",
       "   'workYearCode': '2',\n",
       "   'compId': '',\n",
       "   'compName': '',\n",
       "   'compTag': '',\n",
       "   'industry': '',\n",
       "   'salary': '',\n",
       "   'jobKind': '',\n",
       "   'compScale': None,\n",
       "   'compKind': '',\n",
       "   'compStage': '',\n",
       "   'eduLevel': ''},\n",
       "  'passThroughForm': {'scene': 'condition',\n",
       "   'skId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'fkId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'ckId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'suggest': None}}}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# payload\n",
    "liepindata.request_payload(\"深圳\",\"数据分析师\",\"实习生\",\"10000以上\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3e9c5e4d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'data': {'mainSearchPcConditionForm': {'city': '050090',\n",
       "   'dq': '050090',\n",
       "   'pubTime': '',\n",
       "   'currentPage': '0',\n",
       "   'pageSize': 40,\n",
       "   'key': '数据分析师',\n",
       "   'suggestTag': '',\n",
       "   'workYearCode': None,\n",
       "   'compId': '',\n",
       "   'compName': '',\n",
       "   'compTag': '',\n",
       "   'industry': '',\n",
       "   'salary': '',\n",
       "   'jobKind': '',\n",
       "   'compScale': None,\n",
       "   'compKind': '',\n",
       "   'compStage': '',\n",
       "   'eduLevel': ''},\n",
       "  'passThroughForm': {'scene': 'condition',\n",
       "   'skId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'fkId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'ckId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'suggest': None}}}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload = liepindata.request_payload(城市=\"深圳\",关键词=\"数据分析师\",工作经验=\"\",公司规模=\"\")\n",
    "payload"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7bd820a9",
   "metadata": {},
   "source": [
    "# 2.指定数据抓取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "53b58469",
   "metadata": {},
   "outputs": [],
   "source": [
    "import liepindata\n",
    "headers = liepindata.headers()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9781b97f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "from requests_html import HTMLSession\n",
    "\n",
    "session = HTMLSession()\n",
    "r = session.post(\n",
    "            url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job',\n",
    "            data = json.dumps(payload), # POST请求带的参数\n",
    "            headers = headers    # 模拟真实用户\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "405e2c65",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22jobId%22%3A%2249222119%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['SQL', 'Python', '数据分析'],\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'dq': '深圳',\n",
       "      'jobKind': '1',\n",
       "      'jobId': '49222119',\n",
       "      'refreshTime': '20230907105829',\n",
       "      'title': 'Data Analyst数据分析师',\n",
       "      'topJob': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=0',\n",
       "      'advViewFlag': False,\n",
       "      'link': 'https://www.liepin.com/a/49222119.shtml',\n",
       "      'salary': '25-50k·15薪'},\n",
       "     'recruiter': {'recruiterName': '缪女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'chatted': False,\n",
       "      'imId': '78939521ccf412fca8576116ff288909',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '60066a90fa5a252b5f79a49808u.png',\n",
       "      'recruiterId': 'c6c8679181555ca146dccdb8d71c0996'},\n",
       "     'comp': {'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compScale': '1-49人',\n",
       "      'compName': '某知名公司',\n",
       "      'compIndustry': '基金/证券/期货',\n",
       "      'link': ''},\n",
       "     'dataParams': '{\"recruiterName\":\"缪女士\",\"jobKind\":\"1\",\"jobId\":\"49222119\",\"imId\":\"78939521ccf412fca8576116ff288909\",\"imUserType\":\"2\",\"userId\":\"c6c8679181555ca146dccdb8d71c0996\",\"recruiterPhoto\":\"60066a90fa5a252b5f79a49808u.png\"}'},\n",
       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22jobId%22%3A%2250439607%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['数据分析',\n",
       "       '数据监控',\n",
       "       '数据挖掘',\n",
       "       'Python',\n",
       "       'Spark',\n",
       "       'ClickHouse',\n",
       "       'Hive',\n",
       "       'Hadoop',\n",
       "       'IT/信息化领域',\n",
       "       '商业信息化'],\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'dq': '深圳-南山区',\n",
       "      'jobKind': '1',\n",
       "      'jobId': '50439607',\n",
       "      'refreshTime': '20231031180518',\n",
       "      'title': '数据分析师',\n",
       "      'topJob': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=1',\n",
       "      'advViewFlag': False,\n",
       "      'link': 'https://www.liepin.com/a/50439607.shtml',\n",
       "      'salary': '15-25k·14薪'},\n",
       "     'recruiter': {'recruiterName': '李女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'chatted': False,\n",
       "      'imId': 'd593d606e2871cf8bb772d40c319282f',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '62aa7c574ac4b90923bb6e5601u.png',\n",
       "      'recruiterId': 'b1417160b1f9889ec9043eda701e6912'},\n",
       "     'comp': {'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compScale': '50-99人',\n",
       "      'compName': '某知名公司',\n",
       "      'compIndustry': '专业技术服务',\n",
       "      'link': ''},\n",
       "     'dataParams': '{\"recruiterName\":\"李女士\",\"jobKind\":\"1\",\"jobId\":\"50439607\",\"imId\":\"d593d606e2871cf8bb772d40c319282f\",\"imUserType\":\"2\",\"userId\":\"b1417160b1f9889ec9043eda701e6912\",\"recruiterPhoto\":\"62aa7c574ac4b90923bb6e5601u.png\"}'},\n",
       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2262007457%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['SQL',\n",
       "       'Power BI',\n",
       "       '数据挖掘',\n",
       "       '数据分析',\n",
       "       '数据可视化',\n",
       "       'Python',\n",
       "       'Tableau'],\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'dq': '深圳-宝安区',\n",
       "      'jobKind': '2',\n",
       "      'jobId': '62007457',\n",
       "      'refreshTime': '20231007135922',\n",
       "      'title': 'Data Analyst',\n",
       "      'topJob': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=2',\n",
       "      'advViewFlag': False,\n",
       "      'link': 'https://www.liepin.com/job/1962007457.shtml',\n",
       "      'salary': '薪资面议',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': ''},\n",
       "     'recruiter': {'recruiterName': '万女士',\n",
       "      'recruiterTitle': '人事主管',\n",
       "      'chatted': False,\n",
       "      'imId': 'ed1ef3aca89addab15bfaefec8d20490',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterId': '97bc7e363485bdaef49813dabc40727e'},\n",
       "     'comp': {'compLogo': '5bfffa8974719da073f0cb1b03u.png',\n",
       "      'compId': 9357724,\n",
       "      'compScale': '100-499人',\n",
       "      'compName': '麦德尔美乐思贸易(上海)有限公司',\n",
       "      'compIndustry': '石化',\n",
       "      'link': 'https://www.liepin.com/company/9357724/'},\n",
       "     'dataParams': '{\"recruiterName\":\"万女士\",\"jobKind\":\"2\",\"jobId\":\"62007457\",\"imId\":\"ed1ef3aca89addab15bfaefec8d20490\",\"imUserType\":\"2\",\"userId\":\"97bc7e363485bdaef49813dabc40727e\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'},\n",
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       "       'R语言',\n",
       "       'SAS'],\n",
       "      'requireWorkYears': '10年以上',\n",
       "      'requireEduLevel': '本科',\n",
       "      'dq': '深圳',\n",
       "      'jobKind': '1',\n",
       "      'jobId': '49868651',\n",
       "      'refreshTime': '20231108085844',\n",
       "      'title': '高级数据分析师',\n",
       "      'topJob': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=37',\n",
       "      'advViewFlag': False,\n",
       "      'link': 'https://www.liepin.com/a/49868651.shtml',\n",
       "      'salary': '35-45k·15薪'},\n",
       "     'recruiter': {'recruiterName': '邱女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'chatted': False,\n",
       "      'imId': 'f0d9d6520b66ef996bc971ec2e264ed1',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '604ec5feea90c77bfac8246406u.jpg',\n",
       "      'recruiterId': '1bcec6d78364c82cd1f1746836aeeb38'},\n",
       "     'comp': {'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compScale': '2000-5000人',\n",
       "      'compName': '某大型银行公司',\n",
       "      'compIndustry': '银行',\n",
       "      'link': ''},\n",
       "     'dataParams': '{\"recruiterName\":\"邱女士\",\"jobKind\":\"1\",\"jobId\":\"49868651\",\"imId\":\"f0d9d6520b66ef996bc971ec2e264ed1\",\"imUserType\":\"2\",\"userId\":\"1bcec6d78364c82cd1f1746836aeeb38\",\"recruiterPhoto\":\"604ec5feea90c77bfac8246406u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2262268901%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['数据分析', '数据挖掘', '数据清洗', '数据可视化', 'Power BI'],\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'dq': '深圳-福田区',\n",
       "      'jobKind': '2',\n",
       "      'jobId': '62268901',\n",
       "      'refreshTime': '20231017145824',\n",
       "      'title': 'BI数据分析师',\n",
       "      'topJob': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=38',\n",
       "      'advViewFlag': False,\n",
       "      'link': 'https://www.liepin.com/job/1962268901.shtml',\n",
       "      'salary': '12-18k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': ''},\n",
       "     'recruiter': {'recruiterName': '孙女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'chatted': False,\n",
       "      'imId': '6ebecc863a836f0c13beda23fad8f63e',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '64f152bfec13747eca4450e303u.png',\n",
       "      'recruiterId': 'c024b3c1586e44ea38db866698d7a558'},\n",
       "     'comp': {'compStage': 'D轮',\n",
       "      'compLogo': '6346a2ac8d2ab127fab13bf606u.png',\n",
       "      'compId': 8625656,\n",
       "      'compScale': '5000-10000人',\n",
       "      'compName': 'KK',\n",
       "      'compIndustry': '批发/零售',\n",
       "      'link': 'https://www.liepin.com/company/8625656/'},\n",
       "     'dataParams': '{\"recruiterName\":\"孙女士\",\"jobKind\":\"2\",\"jobId\":\"62268901\",\"imId\":\"6ebecc863a836f0c13beda23fad8f63e\",\"imUserType\":\"2\",\"userId\":\"c024b3c1586e44ea38db866698d7a558\",\"recruiterPhoto\":\"64f152bfec13747eca4450e303u.png\"}'},\n",
       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2257375485%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['数据分析',\n",
       "       'Oracle',\n",
       "       'SQL',\n",
       "       'Power BI',\n",
       "       'FineBI',\n",
       "       'Tableau'],\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'dq': '深圳',\n",
       "      'jobKind': '2',\n",
       "      'jobId': '57375485',\n",
       "      'refreshTime': '20231107172346',\n",
       "      'title': '数据分析师-分销',\n",
       "      'topJob': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=39',\n",
       "      'advViewFlag': False,\n",
       "      'link': 'https://www.liepin.com/job/1957375485.shtml',\n",
       "      'salary': '12-20k·13薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': ''},\n",
       "     'recruiter': {'recruiterName': '唐女士',\n",
       "      'recruiterTitle': '招聘主管',\n",
       "      'chatted': False,\n",
       "      'imId': 'efdbb837427b5f6b0e33f8ac54fbf39e',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterId': 'ab8734ca05c25c35e71a0d7f8294bba3'},\n",
       "     'comp': {'compLogo': '5bfe928c74719d9f609a716503a.png',\n",
       "      'compId': 8692304,\n",
       "      'compScale': '2000-5000人',\n",
       "      'compName': '鑫荣懋果业科技集团',\n",
       "      'compIndustry': '食品/饮料/酒水',\n",
       "      'link': 'https://www.liepin.com/company/8692304/'},\n",
       "     'dataParams': '{\"recruiterName\":\"唐女士\",\"jobKind\":\"2\",\"jobId\":\"57375485\",\"imId\":\"efdbb837427b5f6b0e33f8ac54fbf39e\",\"imUserType\":\"2\",\"userId\":\"ab8734ca05c25c35e71a0d7f8294bba3\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'}],\n",
       "   'compList': []},\n",
       "  'passThroughData': {'sfrom': 'search_job_pc',\n",
       "   'ckId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'scene': 'condition',\n",
       "   'skId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'fkId': 'y2jy1uvl2gar8xipyemg77rijoomop78'},\n",
       "  'pagination': {'currentPage': 0,\n",
       "   'pageSize': 40,\n",
       "   'totalPage': 10,\n",
       "   'totalCounts': 800,\n",
       "   'hasNext': False}}}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "liepin_data = r.json()\n",
    "liepin_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f974d563",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>comp.compId</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"缪女士\",\"jobKind\":\"1\",\"jobId\":\"...</td>\n",
       "      <td>[SQL, Python, 数据分析]</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>深圳</td>\n",
       "      <td>1</td>\n",
       "      <td>49222119</td>\n",
       "      <td>20230907105829</td>\n",
       "      <td>Data Analyst数据分析师</td>\n",
       "      <td>...</td>\n",
       "      <td>c6c8679181555ca146dccdb8d71c0996</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobKind\":\"1\",\"jobId\":\"...</td>\n",
       "      <td>[数据分析, 数据监控, 数据挖掘, Python, Spark, ClickHouse, ...</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>1</td>\n",
       "      <td>50439607</td>\n",
       "      <td>20231031180518</td>\n",
       "      <td>数据分析师</td>\n",
       "      <td>...</td>\n",
       "      <td>b1417160b1f9889ec9043eda701e6912</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"万女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[SQL, Power BI, 数据挖掘, 数据分析, 数据可视化, Python, Tab...</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>2</td>\n",
       "      <td>62007457</td>\n",
       "      <td>20231007135922</td>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>...</td>\n",
       "      <td>97bc7e363485bdaef49813dabc40727e</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfffa8974719da073f0cb1b03u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>麦德尔美乐思贸易(上海)有限公司</td>\n",
       "      <td>石化</td>\n",
       "      <td>https://www.liepin.com/company/9357724/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>9357724.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"张先生\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[Tableau, PowerBI]</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>57184541</td>\n",
       "      <td>20230322113325</td>\n",
       "      <td>Data Analyst（英语流利）</td>\n",
       "      <td>...</td>\n",
       "      <td>873adc77bd85d64a0c85a2e3d6aa25d7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6010df6262536e1895b8877601u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>深圳市网新新思软件有限公司</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/7936268/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>7936268.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[Tableau, Kettle]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>59167747</td>\n",
       "      <td>20230607190249</td>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>...</td>\n",
       "      <td>46c6ae4cdb9d5e5646abb931fca0c864</td>\n",
       "      <td>B轮</td>\n",
       "      <td>610cc8e738183467af915b1108u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>中电金信</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/10218025/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>10218025.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[SQL, Access]</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>49389109</td>\n",
       "      <td>20220606100524</td>\n",
       "      <td>data analyst</td>\n",
       "      <td>...</td>\n",
       "      <td>16ae0381fc54a274bf4be00a00c91a72</td>\n",
       "      <td>天使轮</td>\n",
       "      <td>60986bef86483f7a3406ab4207u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>奇仕网络技术有限公司</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>https://www.liepin.com/company/12728213/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>12728213.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"张先生\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[Oracle, .NET, Powercenter, Power BI]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>2</td>\n",
       "      <td>54212929</td>\n",
       "      <td>20221215143633</td>\n",
       "      <td>IT Analyst / Data Analyst</td>\n",
       "      <td>...</td>\n",
       "      <td>4f594a363b19625c88fcb4998966e3c9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe9e4574719d2aa34b8a9003a.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>德昌电机</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>https://www.liepin.com/company/8861621/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>8861621.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"蔡女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[数据建模, 数据分析, SQL, Power BI]</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>2</td>\n",
       "      <td>60713273</td>\n",
       "      <td>20230810152523</td>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>...</td>\n",
       "      <td>7719767c14a2d643f32ed14c57e632fb</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5d68949ed0e79f08cfe8e8fa07u.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>爱德觅尔(深圳)科技有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/7906753/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>7906753.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[英语流利]</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>57438199</td>\n",
       "      <td>20230330175327</td>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>...</td>\n",
       "      <td>8b68e5a6bd3533f98c2e8b0f77fb6caa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6010df6262536e1895b8877601u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>深圳市网新新思软件有限公司</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/7936268/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>7936268.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"徐女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[MySQL]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>深圳-罗湖区</td>\n",
       "      <td>2</td>\n",
       "      <td>61374757</td>\n",
       "      <td>20230905104041</td>\n",
       "      <td>Analyst(Data Analyst--SQL)-Shenzhen</td>\n",
       "      <td>...</td>\n",
       "      <td>c2c48431bdd6ef7c26d63ee6ac1cdb65</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe97bc74719df0ac994a7303a.png</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>德勤</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>https://www.liepin.com/company/8636083/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>8636083.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[数据分析, 数据采集, 数据监控, 数据治理, 大数据领域]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>61232499</td>\n",
       "      <td>20230830143027</td>\n",
       "      <td>高级数据分析师</td>\n",
       "      <td>...</td>\n",
       "      <td>955aea28e50ebcd754255bda27c4eb2b</td>\n",
       "      <td>A轮</td>\n",
       "      <td>6320427e9ce99465deec4c3501u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>海道(深圳)教育科技有限责任公司</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>https://www.liepin.com/company/10080529/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>10080529.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"徐先生\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[数据分析, 数据监控, 数据治理, 数据采集, 大数据领域]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>61389337</td>\n",
       "      <td>20230905151705</td>\n",
       "      <td>数据分析师(A167471)</td>\n",
       "      <td>...</td>\n",
       "      <td>09b07e5fbdb17d34c353b4fe940d16f4</td>\n",
       "      <td>A轮</td>\n",
       "      <td>6320427e9ce99465deec4c3501u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>海道(深圳)教育科技有限责任公司</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>https://www.liepin.com/company/10080529/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>10080529.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"赖先生\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[mysql, Excel, spss, 数据分析 统计, Python]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2</td>\n",
       "      <td>39298965</td>\n",
       "      <td>20220216172536</td>\n",
       "      <td>大数据分析师助理</td>\n",
       "      <td>...</td>\n",
       "      <td>e62f8b3da07947b45537fd7172974482</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>深圳市阿步宇宙科技有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/12749737/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>12749737.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"胡女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[数据分析, 数据挖掘, Python, SQL, 数据可视化, 数据建模, 数据监控, 数...</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>2</td>\n",
       "      <td>61238881</td>\n",
       "      <td>20230830144738</td>\n",
       "      <td>资深数据分析师</td>\n",
       "      <td>...</td>\n",
       "      <td>ae3649f61f08bea0a746c22c97e98cb3</td>\n",
       "      <td>D轮</td>\n",
       "      <td>5965dfd87032381b6827a11905a.jpg</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>深圳依时货拉拉科技有限公司</td>\n",
       "      <td>生活服务O2O</td>\n",
       "      <td>https://www.liepin.com/company/9142549/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>9142549.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"刘先生\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[数据分析, 电子商务, SQL, Excel]</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>2</td>\n",
       "      <td>62387557</td>\n",
       "      <td>20231102171028</td>\n",
       "      <td>数据分析师（跨境电商独立站）</td>\n",
       "      <td>...</td>\n",
       "      <td>2b1a02712f5e5c8b35a71f8e3778072b</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>深圳启莱信息科技有限公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>https://www.liepin.com/company/13700699/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>13700699.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"郑女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2</td>\n",
       "      <td>62025713</td>\n",
       "      <td>20231101135039</td>\n",
       "      <td>客服数据分析师（售前方案工程师）</td>\n",
       "      <td>...</td>\n",
       "      <td>827ff6d2e2e4a4d38ae2626f7b9c863b</td>\n",
       "      <td>NaN</td>\n",
       "      <td>632285e2f164622db348bfdc06u.png</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>德兰明海</td>\n",
       "      <td>新能源</td>\n",
       "      <td>https://www.liepin.com/company/9718658/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>9718658.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"胡先生\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[数据分析, 金融领域]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>60273353</td>\n",
       "      <td>20230801135838</td>\n",
       "      <td>海外数据分析师 (MJ002488)</td>\n",
       "      <td>...</td>\n",
       "      <td>41c7c19f4fb3df0d117d6d1368667fd0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe911874719d35745ac36a03a.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>深圳乐信软件技术有限公司</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>https://www.liepin.com/company/9399388/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>9399388.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"吴女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[数据分析, 数据收集, 数据建模, 数据采集, Java, 大数据领域]</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>2</td>\n",
       "      <td>57218223</td>\n",
       "      <td>20230628194902</td>\n",
       "      <td>大数据分析师</td>\n",
       "      <td>...</td>\n",
       "      <td>9cb4c5d5d0c07bf0f574420b6f9c56d6</td>\n",
       "      <td>其他</td>\n",
       "      <td>625e575536b7b736d2bf860a04u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>荣耀终端</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>https://www.liepin.com/company/12331203/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>12331203.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[数据分析, 数据监控, 数据建模]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>硕士</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>59686587</td>\n",
       "      <td>20231017160300</td>\n",
       "      <td>初级风控数据分析师</td>\n",
       "      <td>...</td>\n",
       "      <td>d9cbce910f50f8d9ac03beac3e9705a4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>641160f90cc0a967ecd050cc07u.png</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>深圳闻博大数据信息技术有限公司</td>\n",
       "      <td>云计算/大数据</td>\n",
       "      <td>https://www.liepin.com/company/13157377/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>13157377.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[数据开发, 数据分析, 数据采集]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-龙岗区</td>\n",
       "      <td>2</td>\n",
       "      <td>57769851</td>\n",
       "      <td>20230413105933</td>\n",
       "      <td>大数据分析师</td>\n",
       "      <td>...</td>\n",
       "      <td>54792666ae94daeb222f9254a295052d</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>江西省航通企业管理有限公司</td>\n",
       "      <td>货运/物流/仓储</td>\n",
       "      <td>https://www.liepin.com/company/13488853/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>13488853.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"方女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>51240345</td>\n",
       "      <td>20220818095943</td>\n",
       "      <td>数据分析师助理</td>\n",
       "      <td>...</td>\n",
       "      <td>ad57d889940a997fafd6c020bc208b68</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6259fb7aadd4e43f41d8d7cf04u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>深圳市鑫辉汽车租赁有限公司</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>https://www.liepin.com/company/13269445/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>13269445.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"田女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[SQL, O2O]</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>2</td>\n",
       "      <td>61604317</td>\n",
       "      <td>20230913134901</td>\n",
       "      <td>数据分析师/高级数据分析师</td>\n",
       "      <td>...</td>\n",
       "      <td>ae6b3c9ffaa0595693808ec4fc600723</td>\n",
       "      <td>D轮</td>\n",
       "      <td>5965dfd87032381b6827a11905a.jpg</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>深圳依时货拉拉科技有限公司</td>\n",
       "      <td>生活服务O2O</td>\n",
       "      <td>https://www.liepin.com/company/9142549/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>9142549.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"赵女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[数据分析, SQL]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2</td>\n",
       "      <td>61972347</td>\n",
       "      <td>20230928205645</td>\n",
       "      <td>电力数据分析师-面议</td>\n",
       "      <td>...</td>\n",
       "      <td>11a8fb11d9f9d0566492e2e1be179037</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>深电通</td>\n",
       "      <td>电力/热力/燃气/水务</td>\n",
       "      <td>https://www.liepin.com/company/12497807/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>12497807.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"祁女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[Tableau, Python, 数据分析, 数据可视化, 英语流利]</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>55408637</td>\n",
       "      <td>20230110114545</td>\n",
       "      <td>数据分析师 (Tableau方向)  | 线上面试 英语流利 iPhone system r...</td>\n",
       "      <td>...</td>\n",
       "      <td>1de414d01f96dab9847a4bfcaa58ad19</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>深圳市鼎峰智能技术有限公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9614092/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>9614092.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"谢女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[数据分析, 数据开发, 数据采集]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-龙岗区</td>\n",
       "      <td>2</td>\n",
       "      <td>57769651</td>\n",
       "      <td>20230413105721</td>\n",
       "      <td>大数据分析师</td>\n",
       "      <td>...</td>\n",
       "      <td>2fb14f76bb2cef415a65a4d20c7db980</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>江西省航通企业管理有限公司</td>\n",
       "      <td>货运/物流/仓储</td>\n",
       "      <td>https://www.liepin.com/company/13488853/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>13488853.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"国女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[数据分析, SQL]</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>56244297</td>\n",
       "      <td>20230223160714</td>\n",
       "      <td>金融数据分析师</td>\n",
       "      <td>...</td>\n",
       "      <td>7cc6ab4982df5d38e15cac186c22e19f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>北京优态信息技术有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/13227129/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>13227129.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[sql]</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>2</td>\n",
       "      <td>31734049</td>\n",
       "      <td>20230129115931</td>\n",
       "      <td>数据分析师(367)</td>\n",
       "      <td>...</td>\n",
       "      <td>627d9783d7ff88d74ab0aca5711452fa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6077d5097fb33851348906bc03u.png</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>深圳市大世界信息技术有限公司</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>https://www.liepin.com/company/9878113/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>9878113.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"周女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>47075803</td>\n",
       "      <td>20220215151451</td>\n",
       "      <td>游戏数据分析师</td>\n",
       "      <td>...</td>\n",
       "      <td>5845296962dfa16c59046398287cf72b</td>\n",
       "      <td>NaN</td>\n",
       "      <td>620b6d906b67c31b9f9a8ab903u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>深圳卓易非同科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/12495493/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>12495493.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"沈女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[数据分析, 大数据领域, 数据挖掘, 数据治理, SQL, SAS]</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>62034307</td>\n",
       "      <td>20231008131901</td>\n",
       "      <td>高级数据分析师（数据分析团队长）ID151482</td>\n",
       "      <td>...</td>\n",
       "      <td>d370d4fc05d5e9481e2c38e97d5299df</td>\n",
       "      <td>NaN</td>\n",
       "      <td>552500bca310aa5df37824bb01a.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>东亚银行中国</td>\n",
       "      <td>银行</td>\n",
       "      <td>https://www.liepin.com/company/8435189/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>8435189.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"黄女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[策略支持, 品牌增长, 数据专项策略输出, 用户购买动作]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>58570997</td>\n",
       "      <td>20230516095421</td>\n",
       "      <td>数据分析师（数据BP）</td>\n",
       "      <td>...</td>\n",
       "      <td>6a71b99d39cfd2905bb1a823aa7d1c79</td>\n",
       "      <td>B轮</td>\n",
       "      <td>645da230faa5e91fc5a2bc4608u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>万益蓝WonderLab</td>\n",
       "      <td>新零售</td>\n",
       "      <td>https://www.liepin.com/company/10277453/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>10277453.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"黄女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[数据挖掘, 数据分析, 工业互联网, 数据建模, 大数据领域, SQL, k-means,...</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2</td>\n",
       "      <td>33244055</td>\n",
       "      <td>20201106101614</td>\n",
       "      <td>高级数据分析师（数据挖掘方向）</td>\n",
       "      <td>...</td>\n",
       "      <td>5d55d164d84dae0c7177f6baf46c5995</td>\n",
       "      <td>B轮</td>\n",
       "      <td>5a9fa0558e50bd803ab4c04806a.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>来电科技</td>\n",
       "      <td>生活服务O2O</td>\n",
       "      <td>https://www.liepin.com/company/8711037/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>8711037.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"赵女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[数据挖掘, 数据分析, 大数据领域, LR, 决策树]</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>61000419</td>\n",
       "      <td>20230918172247</td>\n",
       "      <td>高级数据分析师（大数据中心） (MJ002392)</td>\n",
       "      <td>...</td>\n",
       "      <td>f7f42f168792a20b922feb688574f704</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe911874719d35745ac36a03a.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>深圳乐信软件技术有限公司</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>https://www.liepin.com/company/9399388/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>9399388.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"毕女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[SQL, Python]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>61578351</td>\n",
       "      <td>20230912161458</td>\n",
       "      <td>国际电商-数据分析师（供应链与物流）</td>\n",
       "      <td>...</td>\n",
       "      <td>7b980a91d9089eb02fb50434584a4b48</td>\n",
       "      <td>其他</td>\n",
       "      <td>5d887b5528021708fa52b44403u.jpg</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>字节跳动</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/7863078/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>7863078.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[巨量云图, 云图数据分析, 京东数坊, 品牌电商]</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2</td>\n",
       "      <td>59264181</td>\n",
       "      <td>20231030094608</td>\n",
       "      <td>云图数据分析师</td>\n",
       "      <td>...</td>\n",
       "      <td>9bea76bc30fe2e9010c755e01809276f</td>\n",
       "      <td>战略投资</td>\n",
       "      <td>64fad0430a6ac65d711c3e1f01u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>深圳市亿科数字科技有限公司</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>https://www.liepin.com/company/12344309/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>12344309.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[数据分析, 数据建模, 电商领域]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>62556425</td>\n",
       "      <td>20231030151600</td>\n",
       "      <td>数据分析师（搜索） (MJ009080)</td>\n",
       "      <td>...</td>\n",
       "      <td>efdcdc3f25b3dd3dd17a2adfb45b6e6b</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5c64c511261c45f22d50d39303u.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/8706847/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>8706847.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"俞先生\",\"jobKind\":\"1\",\"jobId\":\"...</td>\n",
       "      <td>[数据分析, 大数据领域, 数据挖掘, 数据治理, SQL, SAS]</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>深圳</td>\n",
       "      <td>1</td>\n",
       "      <td>50016083</td>\n",
       "      <td>20231108090224</td>\n",
       "      <td>高级数据分析师（数据分析团队长）</td>\n",
       "      <td>...</td>\n",
       "      <td>eaebf118246afb8f40eb659678b50780</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>某银行</td>\n",
       "      <td>银行</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[数据分析, SQL]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>62560997</td>\n",
       "      <td>20231030163641</td>\n",
       "      <td>数据分析师（推荐） (MJ009079)</td>\n",
       "      <td>...</td>\n",
       "      <td>efdcdc3f25b3dd3dd17a2adfb45b6e6b</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5c64c511261c45f22d50d39303u.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/8706847/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>8706847.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"邱女士\",\"jobKind\":\"1\",\"jobId\":\"...</td>\n",
       "      <td>[数据可视化, 数据分析, 数据挖掘, FineBI, BIEE, Tableau, Hiv...</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳</td>\n",
       "      <td>1</td>\n",
       "      <td>49868651</td>\n",
       "      <td>20231108085844</td>\n",
       "      <td>高级数据分析师</td>\n",
       "      <td>...</td>\n",
       "      <td>1bcec6d78364c82cd1f1746836aeeb38</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>某大型银行公司</td>\n",
       "      <td>银行</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"孙女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[数据分析, 数据挖掘, 数据清洗, 数据可视化, Power BI]</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>2</td>\n",
       "      <td>62268901</td>\n",
       "      <td>20231017145824</td>\n",
       "      <td>BI数据分析师</td>\n",
       "      <td>...</td>\n",
       "      <td>c024b3c1586e44ea38db866698d7a558</td>\n",
       "      <td>D轮</td>\n",
       "      <td>6346a2ac8d2ab127fab13bf606u.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>KK</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>https://www.liepin.com/company/8625656/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>8625656.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"唐女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[数据分析, Oracle, SQL, Power BI, FineBI, Tableau]</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2</td>\n",
       "      <td>57375485</td>\n",
       "      <td>20231107172346</td>\n",
       "      <td>数据分析师-分销</td>\n",
       "      <td>...</td>\n",
       "      <td>ab8734ca05c25c35e71a0d7f8294bba3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe928c74719d9f609a716503a.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>鑫荣懋果业科技集团</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>https://www.liepin.com/company/8692304/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>8692304.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"recruiterName\":\"缪女士\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       "1   {\"recruiterName\":\"李女士\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       "2   {\"recruiterName\":\"万女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "3   {\"recruiterName\":\"张先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "4   {\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "5   {\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "6   {\"recruiterName\":\"张先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "7   {\"recruiterName\":\"蔡女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "8   {\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "9   {\"recruiterName\":\"徐女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "10  {\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "11  {\"recruiterName\":\"徐先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "12  {\"recruiterName\":\"赖先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "13  {\"recruiterName\":\"胡女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "14  {\"recruiterName\":\"刘先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "15  {\"recruiterName\":\"郑女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "16  {\"recruiterName\":\"胡先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "17  {\"recruiterName\":\"吴女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "18  {\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "19  {\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "20  {\"recruiterName\":\"方女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "21  {\"recruiterName\":\"田女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "22  {\"recruiterName\":\"赵女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "23  {\"recruiterName\":\"祁女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "24  {\"recruiterName\":\"谢女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "25  {\"recruiterName\":\"国女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "26  {\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "27  {\"recruiterName\":\"周女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "28  {\"recruiterName\":\"沈女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "29  {\"recruiterName\":\"黄女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "30  {\"recruiterName\":\"黄女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "31  {\"recruiterName\":\"赵女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "32  {\"recruiterName\":\"毕女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "33  {\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "34  {\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "35  {\"recruiterName\":\"俞先生\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       "36  {\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "37  {\"recruiterName\":\"邱女士\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       "38  {\"recruiterName\":\"孙女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "39  {\"recruiterName\":\"唐女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "\n",
       "                                           job.labels job.requireWorkYears  \\\n",
       "0                                 [SQL, Python, 数据分析]                5-10年   \n",
       "1   [数据分析, 数据监控, 数据挖掘, Python, Spark, ClickHouse, ...                5-10年   \n",
       "2   [SQL, Power BI, 数据挖掘, 数据分析, 数据可视化, Python, Tab...                5-10年   \n",
       "3                                  [Tableau, PowerBI]                5-10年   \n",
       "4                                   [Tableau, Kettle]                 3-5年   \n",
       "5                                       [SQL, Access]                 1-3年   \n",
       "6               [Oracle, .NET, Powercenter, Power BI]                 经验不限   \n",
       "7                         [数据建模, 数据分析, SQL, Power BI]                 1-3年   \n",
       "8                                              [英语流利]                5-10年   \n",
       "9                                             [MySQL]                 3-5年   \n",
       "10                    [数据分析, 数据采集, 数据监控, 数据治理, 大数据领域]                 3-5年   \n",
       "11                    [数据分析, 数据监控, 数据治理, 数据采集, 大数据领域]                 3-5年   \n",
       "12              [mysql, Excel, spss, 数据分析 统计, Python]                 经验不限   \n",
       "13  [数据分析, 数据挖掘, Python, SQL, 数据可视化, 数据建模, 数据监控, 数...                 3-5年   \n",
       "14                           [数据分析, 电子商务, SQL, Excel]                 1-3年   \n",
       "15                                             [数据分析]                 3-5年   \n",
       "16                                       [数据分析, 金融领域]                 3-5年   \n",
       "17              [数据分析, 数据收集, 数据建模, 数据采集, Java, 大数据领域]                5-10年   \n",
       "18                                 [数据分析, 数据监控, 数据建模]                 经验不限   \n",
       "19                                 [数据开发, 数据分析, 数据采集]                 经验不限   \n",
       "20                                             [数据分析]                 1-3年   \n",
       "21                                         [SQL, O2O]                 1-3年   \n",
       "22                                        [数据分析, SQL]                 3-5年   \n",
       "23               [Tableau, Python, 数据分析, 数据可视化, 英语流利]                 1-3年   \n",
       "24                                 [数据分析, 数据开发, 数据采集]                 经验不限   \n",
       "25                                        [数据分析, SQL]                 1-3年   \n",
       "26                                              [sql]                 1-3年   \n",
       "27                                             [数据分析]                 1-3年   \n",
       "28                [数据分析, 大数据领域, 数据挖掘, 数据治理, SQL, SAS]                5-10年   \n",
       "29                     [策略支持, 品牌增长, 数据专项策略输出, 用户购买动作]                 3-5年   \n",
       "30  [数据挖掘, 数据分析, 工业互联网, 数据建模, 大数据领域, SQL, k-means,...                5-10年   \n",
       "31                       [数据挖掘, 数据分析, 大数据领域, LR, 决策树]                5-10年   \n",
       "32                                      [SQL, Python]                 经验不限   \n",
       "33                         [巨量云图, 云图数据分析, 京东数坊, 品牌电商]                 1-3年   \n",
       "34                                 [数据分析, 数据建模, 电商领域]                 经验不限   \n",
       "35                [数据分析, 大数据领域, 数据挖掘, 数据治理, SQL, SAS]                5-10年   \n",
       "36                                        [数据分析, SQL]                 3-5年   \n",
       "37  [数据可视化, 数据分析, 数据挖掘, FineBI, BIEE, Tableau, Hiv...                10年以上   \n",
       "38                [数据分析, 数据挖掘, 数据清洗, 数据可视化, Power BI]                 1-3年   \n",
       "39     [数据分析, Oracle, SQL, Power BI, FineBI, Tableau]                 3-5年   \n",
       "\n",
       "   job.requireEduLevel  job.dq job.jobKind job.jobId job.refreshTime  \\\n",
       "0                 统招本科      深圳           1  49222119  20230907105829   \n",
       "1                 统招本科  深圳-南山区           1  50439607  20231031180518   \n",
       "2                 统招本科  深圳-宝安区           2  62007457  20231007135922   \n",
       "3                 统招本科  深圳-南山区           2  57184541  20230322113325   \n",
       "4                   本科  深圳-南山区           2  59167747  20230607190249   \n",
       "5                 统招本科  深圳-南山区           2  49389109  20220606100524   \n",
       "6                   本科  深圳-宝安区           2  54212929  20221215143633   \n",
       "7                   本科  深圳-宝安区           2  60713273  20230810152523   \n",
       "8                   本科  深圳-南山区           2  57438199  20230330175327   \n",
       "9                   大专  深圳-罗湖区           2  61374757  20230905104041   \n",
       "10                  本科  深圳-南山区           2  61232499  20230830143027   \n",
       "11                  本科  深圳-南山区           2  61389337  20230905151705   \n",
       "12                  大专      深圳           2  39298965  20220216172536   \n",
       "13                统招本科  深圳-福田区           2  61238881  20230830144738   \n",
       "14                  本科  深圳-宝安区           2  62387557  20231102171028   \n",
       "15                  本科      深圳           2  62025713  20231101135039   \n",
       "16                  本科  深圳-南山区           2  60273353  20230801135838   \n",
       "17                  本科  深圳-福田区           2  57218223  20230628194902   \n",
       "18                  硕士  深圳-南山区           2  59686587  20231017160300   \n",
       "19                  本科  深圳-龙岗区           2  57769851  20230413105933   \n",
       "20                  大专  深圳-南山区           2  51240345  20220818095943   \n",
       "21                  本科  深圳-福田区           2  61604317  20230913134901   \n",
       "22                  本科      深圳           2  61972347  20230928205645   \n",
       "23                统招本科  深圳-南山区           2  55408637  20230110114545   \n",
       "24                  本科  深圳-龙岗区           2  57769651  20230413105721   \n",
       "25                  本科  深圳-南山区           2  56244297  20230223160714   \n",
       "26                  大专  深圳-福田区           2  31734049  20230129115931   \n",
       "27                  本科  深圳-南山区           2  47075803  20220215151451   \n",
       "28                  本科  深圳-南山区           2  62034307  20231008131901   \n",
       "29                学历不限  深圳-南山区           2  58570997  20230516095421   \n",
       "30                  本科      深圳           2  33244055  20201106101614   \n",
       "31                统招本科  深圳-南山区           2  61000419  20230918172247   \n",
       "32                  本科  深圳-南山区           2  61578351  20230912161458   \n",
       "33                  本科      深圳           2  59264181  20231030094608   \n",
       "34                  本科  深圳-南山区           2  62556425  20231030151600   \n",
       "35                学历不限      深圳           1  50016083  20231108090224   \n",
       "36                统招本科  深圳-南山区           2  62560997  20231030163641   \n",
       "37                  本科      深圳           1  49868651  20231108085844   \n",
       "38                  本科  深圳-福田区           2  62268901  20231017145824   \n",
       "39                统招本科      深圳           2  57375485  20231107172346   \n",
       "\n",
       "                                            job.title  ...  \\\n",
       "0                                   Data Analyst数据分析师  ...   \n",
       "1                                               数据分析师  ...   \n",
       "2                                        Data Analyst  ...   \n",
       "3                                  Data Analyst（英语流利）  ...   \n",
       "4                                        Data Analyst  ...   \n",
       "5                                        data analyst  ...   \n",
       "6                           IT Analyst / Data Analyst  ...   \n",
       "7                                        Data Analyst  ...   \n",
       "8                                        Data Analyst  ...   \n",
       "9                 Analyst(Data Analyst--SQL)-Shenzhen  ...   \n",
       "10                                            高级数据分析师  ...   \n",
       "11                                     数据分析师(A167471)  ...   \n",
       "12                                           大数据分析师助理  ...   \n",
       "13                                            资深数据分析师  ...   \n",
       "14                                     数据分析师（跨境电商独立站）  ...   \n",
       "15                                   客服数据分析师（售前方案工程师）  ...   \n",
       "16                                 海外数据分析师 (MJ002488)  ...   \n",
       "17                                             大数据分析师  ...   \n",
       "18                                          初级风控数据分析师  ...   \n",
       "19                                             大数据分析师  ...   \n",
       "20                                            数据分析师助理  ...   \n",
       "21                                      数据分析师/高级数据分析师  ...   \n",
       "22                                         电力数据分析师-面议  ...   \n",
       "23  数据分析师 (Tableau方向)  | 线上面试 英语流利 iPhone system r...  ...   \n",
       "24                                             大数据分析师  ...   \n",
       "25                                            金融数据分析师  ...   \n",
       "26                                         数据分析师(367)  ...   \n",
       "27                                            游戏数据分析师  ...   \n",
       "28                           高级数据分析师（数据分析团队长）ID151482  ...   \n",
       "29                                        数据分析师（数据BP）  ...   \n",
       "30                                    高级数据分析师（数据挖掘方向）  ...   \n",
       "31                          高级数据分析师（大数据中心） (MJ002392)  ...   \n",
       "32                                 国际电商-数据分析师（供应链与物流）  ...   \n",
       "33                                            云图数据分析师  ...   \n",
       "34                               数据分析师（搜索） (MJ009080)  ...   \n",
       "35                                   高级数据分析师（数据分析团队长）  ...   \n",
       "36                               数据分析师（推荐） (MJ009079)  ...   \n",
       "37                                            高级数据分析师  ...   \n",
       "38                                            BI数据分析师  ...   \n",
       "39                                           数据分析师-分销  ...   \n",
       "\n",
       "               recruiter.recruiterId comp.compStage  \\\n",
       "0   c6c8679181555ca146dccdb8d71c0996          融资未公开   \n",
       "1   b1417160b1f9889ec9043eda701e6912          融资未公开   \n",
       "2   97bc7e363485bdaef49813dabc40727e            NaN   \n",
       "3   873adc77bd85d64a0c85a2e3d6aa25d7            NaN   \n",
       "4   46c6ae4cdb9d5e5646abb931fca0c864             B轮   \n",
       "5   16ae0381fc54a274bf4be00a00c91a72            天使轮   \n",
       "6   4f594a363b19625c88fcb4998966e3c9            NaN   \n",
       "7   7719767c14a2d643f32ed14c57e632fb            NaN   \n",
       "8   8b68e5a6bd3533f98c2e8b0f77fb6caa            NaN   \n",
       "9   c2c48431bdd6ef7c26d63ee6ac1cdb65            NaN   \n",
       "10  955aea28e50ebcd754255bda27c4eb2b             A轮   \n",
       "11  09b07e5fbdb17d34c353b4fe940d16f4             A轮   \n",
       "12  e62f8b3da07947b45537fd7172974482            NaN   \n",
       "13  ae3649f61f08bea0a746c22c97e98cb3             D轮   \n",
       "14  2b1a02712f5e5c8b35a71f8e3778072b            NaN   \n",
       "15  827ff6d2e2e4a4d38ae2626f7b9c863b            NaN   \n",
       "16  41c7c19f4fb3df0d117d6d1368667fd0            NaN   \n",
       "17  9cb4c5d5d0c07bf0f574420b6f9c56d6             其他   \n",
       "18  d9cbce910f50f8d9ac03beac3e9705a4            NaN   \n",
       "19  54792666ae94daeb222f9254a295052d            NaN   \n",
       "20  ad57d889940a997fafd6c020bc208b68            NaN   \n",
       "21  ae6b3c9ffaa0595693808ec4fc600723             D轮   \n",
       "22  11a8fb11d9f9d0566492e2e1be179037            NaN   \n",
       "23  1de414d01f96dab9847a4bfcaa58ad19          融资未公开   \n",
       "24  2fb14f76bb2cef415a65a4d20c7db980            NaN   \n",
       "25  7cc6ab4982df5d38e15cac186c22e19f            NaN   \n",
       "26  627d9783d7ff88d74ab0aca5711452fa            NaN   \n",
       "27  5845296962dfa16c59046398287cf72b            NaN   \n",
       "28  d370d4fc05d5e9481e2c38e97d5299df            NaN   \n",
       "29  6a71b99d39cfd2905bb1a823aa7d1c79             B轮   \n",
       "30  5d55d164d84dae0c7177f6baf46c5995             B轮   \n",
       "31  f7f42f168792a20b922feb688574f704            NaN   \n",
       "32  7b980a91d9089eb02fb50434584a4b48             其他   \n",
       "33  9bea76bc30fe2e9010c755e01809276f           战略投资   \n",
       "34  efdcdc3f25b3dd3dd17a2adfb45b6e6b            NaN   \n",
       "35  eaebf118246afb8f40eb659678b50780          融资未公开   \n",
       "36  efdcdc3f25b3dd3dd17a2adfb45b6e6b            NaN   \n",
       "37  1bcec6d78364c82cd1f1746836aeeb38          融资未公开   \n",
       "38  c024b3c1586e44ea38db866698d7a558             D轮   \n",
       "39  ab8734ca05c25c35e71a0d7f8294bba3            NaN   \n",
       "\n",
       "                      comp.compLogo comp.compScale     comp.compName  \\\n",
       "0   60e2fe0bf3df194a3c48adb502u.png          1-49人             某知名公司   \n",
       "1   60e2fe0bf3df194a3c48adb502u.png         50-99人             某知名公司   \n",
       "2   5bfffa8974719da073f0cb1b03u.png       100-499人  麦德尔美乐思贸易(上海)有限公司   \n",
       "3   6010df6262536e1895b8877601u.png       500-999人     深圳市网新新思软件有限公司   \n",
       "4   610cc8e738183467af915b1108u.png       10000人以上              中电金信   \n",
       "5   60986bef86483f7a3406ab4207u.jpg          1-49人        奇仕网络技术有限公司   \n",
       "6   5bfe9e4574719d2aa34b8a9003a.png       10000人以上              德昌电机   \n",
       "7   5d68949ed0e79f08cfe8e8fa07u.jpg     1000-2000人    爱德觅尔(深圳)科技有限公司   \n",
       "8   6010df6262536e1895b8877601u.png       500-999人     深圳市网新新思软件有限公司   \n",
       "9   5bfe97bc74719df0ac994a7303a.png     1000-2000人                德勤   \n",
       "10  6320427e9ce99465deec4c3501u.png       100-499人  海道(深圳)教育科技有限责任公司   \n",
       "11  6320427e9ce99465deec4c3501u.png       100-499人  海道(深圳)教育科技有限责任公司   \n",
       "12  61b07937d0458d53c627567e02u.jpg       100-499人     深圳市阿步宇宙科技有限公司   \n",
       "13  5965dfd87032381b6827a11905a.jpg    5000-10000人     深圳依时货拉拉科技有限公司   \n",
       "14  61b07937d0458d53c627567e02u.jpg       100-499人      深圳启莱信息科技有限公司   \n",
       "15  632285e2f164622db348bfdc06u.png     1000-2000人              德兰明海   \n",
       "16  5bfe911874719d35745ac36a03a.png     2000-5000人      深圳乐信软件技术有限公司   \n",
       "17  625e575536b7b736d2bf860a04u.png       10000人以上              荣耀终端   \n",
       "18  641160f90cc0a967ecd050cc07u.png          1-49人   深圳闻博大数据信息技术有限公司   \n",
       "19  61b07937d0458d53c627567e02u.jpg          1-49人     江西省航通企业管理有限公司   \n",
       "20  6259fb7aadd4e43f41d8d7cf04u.jpg       100-499人     深圳市鑫辉汽车租赁有限公司   \n",
       "21  5965dfd87032381b6827a11905a.jpg    5000-10000人     深圳依时货拉拉科技有限公司   \n",
       "22  61b07937d0458d53c627567e02u.jpg          1-49人               深电通   \n",
       "23  61b07937d0458d53c627567e02u.jpg         50-99人     深圳市鼎峰智能技术有限公司   \n",
       "24  61b07937d0458d53c627567e02u.jpg          1-49人     江西省航通企业管理有限公司   \n",
       "25  61b07937d0458d53c627567e02u.jpg          1-49人      北京优态信息技术有限公司   \n",
       "26  6077d5097fb33851348906bc03u.png          1-49人    深圳市大世界信息技术有限公司   \n",
       "27  620b6d906b67c31b9f9a8ab903u.jpg          1-49人      深圳卓易非同科技有限公司   \n",
       "28  552500bca310aa5df37824bb01a.jpg     2000-5000人            东亚银行中国   \n",
       "29  645da230faa5e91fc5a2bc4608u.png       100-499人      万益蓝WonderLab   \n",
       "30  5a9fa0558e50bd803ab4c04806a.jpg     2000-5000人              来电科技   \n",
       "31  5bfe911874719d35745ac36a03a.png     2000-5000人      深圳乐信软件技术有限公司   \n",
       "32  5d887b5528021708fa52b44403u.jpg       10000人以上              字节跳动   \n",
       "33  64fad0430a6ac65d711c3e1f01u.png       500-999人     深圳市亿科数字科技有限公司   \n",
       "34  5c64c511261c45f22d50d39303u.png    5000-10000人             SHEIN   \n",
       "35  60e2fe0bf3df194a3c48adb502u.png     2000-5000人               某银行   \n",
       "36  5c64c511261c45f22d50d39303u.png    5000-10000人             SHEIN   \n",
       "37  60e2fe0bf3df194a3c48adb502u.png     2000-5000人           某大型银行公司   \n",
       "38  6346a2ac8d2ab127fab13bf606u.png    5000-10000人                KK   \n",
       "39  5bfe928c74719d9f609a716503a.png     2000-5000人         鑫荣懋果业科技集团   \n",
       "\n",
       "   comp.compIndustry                                 comp.link  \\\n",
       "0           基金/证券/期货                                             \n",
       "1             专业技术服务                                             \n",
       "2                 石化   https://www.liepin.com/company/9357724/   \n",
       "3               IT服务   https://www.liepin.com/company/7936268/   \n",
       "4              计算机软件  https://www.liepin.com/company/10218025/   \n",
       "5               科技金融  https://www.liepin.com/company/12728213/   \n",
       "6              机械/设备   https://www.liepin.com/company/8861621/   \n",
       "7        电子/半导体/集成电路   https://www.liepin.com/company/7906753/   \n",
       "8               IT服务   https://www.liepin.com/company/7936268/   \n",
       "9             专业技术服务   https://www.liepin.com/company/8636083/   \n",
       "10              培训服务  https://www.liepin.com/company/10080529/   \n",
       "11              培训服务  https://www.liepin.com/company/10080529/   \n",
       "12               NaN  https://www.liepin.com/company/12749737/   \n",
       "13           生活服务O2O   https://www.liepin.com/company/9142549/   \n",
       "14              电子商务  https://www.liepin.com/company/13700699/   \n",
       "15               新能源   https://www.liepin.com/company/9718658/   \n",
       "16              科技金融   https://www.liepin.com/company/9399388/   \n",
       "17              通信设备  https://www.liepin.com/company/12331203/   \n",
       "18           云计算/大数据  https://www.liepin.com/company/13157377/   \n",
       "19          货运/物流/仓储  https://www.liepin.com/company/13488853/   \n",
       "20            专业技术服务  https://www.liepin.com/company/13269445/   \n",
       "21           生活服务O2O   https://www.liepin.com/company/9142549/   \n",
       "22       电力/热力/燃气/水务  https://www.liepin.com/company/12497807/   \n",
       "23       电子/半导体/集成电路   https://www.liepin.com/company/9614092/   \n",
       "24          货运/物流/仓储  https://www.liepin.com/company/13488853/   \n",
       "25             计算机软件  https://www.liepin.com/company/13227129/   \n",
       "26              其他行业   https://www.liepin.com/company/9878113/   \n",
       "27             计算机软件  https://www.liepin.com/company/12495493/   \n",
       "28                银行   https://www.liepin.com/company/8435189/   \n",
       "29               新零售  https://www.liepin.com/company/10277453/   \n",
       "30           生活服务O2O   https://www.liepin.com/company/8711037/   \n",
       "31              科技金融   https://www.liepin.com/company/9399388/   \n",
       "32               互联网   https://www.liepin.com/company/7863078/   \n",
       "33          广告/公关/会展  https://www.liepin.com/company/12344309/   \n",
       "34               互联网   https://www.liepin.com/company/8706847/   \n",
       "35                银行                                             \n",
       "36               互联网   https://www.liepin.com/company/8706847/   \n",
       "37                银行                                             \n",
       "38             批发/零售   https://www.liepin.com/company/8625656/   \n",
       "39          食品/饮料/酒水   https://www.liepin.com/company/8692304/   \n",
       "\n",
       "    job.pcOuterLink job.h5OuterLink comp.compId  \n",
       "0               NaN             NaN         NaN  \n",
       "1               NaN             NaN         NaN  \n",
       "2                                     9357724.0  \n",
       "3                                     7936268.0  \n",
       "4                                    10218025.0  \n",
       "5                                    12728213.0  \n",
       "6                                     8861621.0  \n",
       "7                                     7906753.0  \n",
       "8                                     7936268.0  \n",
       "9                                     8636083.0  \n",
       "10                                   10080529.0  \n",
       "11                                   10080529.0  \n",
       "12                                   12749737.0  \n",
       "13                                    9142549.0  \n",
       "14                                   13700699.0  \n",
       "15                                    9718658.0  \n",
       "16                                    9399388.0  \n",
       "17                                   12331203.0  \n",
       "18                                   13157377.0  \n",
       "19                                   13488853.0  \n",
       "20                                   13269445.0  \n",
       "21                                    9142549.0  \n",
       "22                                   12497807.0  \n",
       "23                                    9614092.0  \n",
       "24                                   13488853.0  \n",
       "25                                   13227129.0  \n",
       "26                                    9878113.0  \n",
       "27                                   12495493.0  \n",
       "28                                    8435189.0  \n",
       "29                                   10277453.0  \n",
       "30                                    8711037.0  \n",
       "31                                    9399388.0  \n",
       "32                                    7863078.0  \n",
       "33                                   12344309.0  \n",
       "34                                    8706847.0  \n",
       "35              NaN             NaN         NaN  \n",
       "36                                    8706847.0  \n",
       "37              NaN             NaN         NaN  \n",
       "38                                    8625656.0  \n",
       "39                                    8692304.0  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.json_normalize(liepin_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e43c5333",
   "metadata": {},
   "source": [
    "# 3.处理翻页数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d43c4845",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Accept': 'application/json, text/plain, */*',\n",
       " 'Accept-Encoding': 'gzip, deflate, br',\n",
       " 'Accept-Language': 'zh-CN,zh;q=0.9',\n",
       " 'Connection': 'keep-alive',\n",
       " 'Content-Length': '487',\n",
       " 'Content-Type': 'application/json;charset=UTF-8;',\n",
       " 'Cookie': 'XSRF-TOKEN=zIARnRM0QQaLudJk_4OBXw; __gc_id=e936feed5bd343e5a73b304fa0d4ad5f; _ga=GA1.1.504776059.1697021947; __uuid=1697021948310.51; __tlog=1697021948354.48%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697021951; acw_tc=2760828416970219810274366e53a098388abcfc886c89f5cbf2332344893f; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1697021975; __session_seq=4; __uv_seq=4; __tlg_event_seq=24; _ga_54YTJKWN86=GS1.1.1697021946.1.1.1697023027.0.0.0',\n",
       " 'Host': 'api-c.liepin.com',\n",
       " 'Origin': 'https://www.liepin.com',\n",
       " 'Referer': 'https://www.liepin.com/zhaopin/?currentPage=0&pageSize=40&city=050090&dq=050090&pubTime=&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&otherCity=&industry=&ckId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&scene=condition&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&sfrom=search_job_pc&suggestId=',\n",
       " 'Sec-Fetch-Dest': 'empty',\n",
       " 'Sec-Fetch-Mode': 'cors',\n",
       " 'Sec-Fetch-Site': 'same-site',\n",
       " 'User-Agent': 'Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/81.0.4044.122 Safari/537.36',\n",
       " 'X-Client-Type': 'web',\n",
       " 'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?currentPage=0&pageSize=40&city=050090&dq=050090&pubTime=&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&otherCity=&industry=&ckId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&scene=condition&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&sfrom=search_job_pc&suggestId=\"}',\n",
       " 'X-Fscp-Fe-Version': '',\n",
       " 'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
       " 'X-Fscp-Trace-Id': '187c89d1-ed19-48b2-99fe-85ceeb116589',\n",
       " 'X-Fscp-Version': '1.1',\n",
       " 'X-Requested-With': 'XMLHttpRequest',\n",
       " 'X-XSRF-TOKEN': 'zIARnRM0QQaLudJk_4OBXw'}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# header\n",
    "import liepindata\n",
    "liepindata.headers()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "917c8c7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'data': {'mainSearchPcConditionForm': {'city': '050090',\n",
       "   'dq': '050090',\n",
       "   'pubTime': '',\n",
       "   'currentPage': '2',\n",
       "   'pageSize': 40,\n",
       "   'key': '数据分析师',\n",
       "   'suggestTag': '',\n",
       "   'workYearCode': None,\n",
       "   'compId': '',\n",
       "   'compName': '',\n",
       "   'compTag': '',\n",
       "   'industry': '',\n",
       "   'salary': '',\n",
       "   'jobKind': '',\n",
       "   'compScale': None,\n",
       "   'compKind': '',\n",
       "   'compStage': '',\n",
       "   'eduLevel': ''},\n",
       "  'passThroughForm': {'scene': 'condition',\n",
       "   'skId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'fkId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'ckId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'suggest': None}}}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload = liepindata.request_payload(城市=\"深圳\",关键词=\"数据分析师\",工作经验=\"\",公司规模=\"\",页码=\"2\")\n",
    "payload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d9e5c96a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "这是第1页，接下来将先等待8秒...然后以继续抓取\n",
      "这是第2页，接下来将先等待10秒...然后以继续抓取\n",
      "这是第3页，接下来将先等待4秒...然后以继续抓取\n",
      "这是第4页，接下来将先等待4秒...然后以继续抓取\n",
      "这是第5页，接下来将先等待8秒...然后以继续抓取\n",
      "这是第6页，接下来将先等待4秒...然后以继续抓取\n",
      "这是第7页，接下来将先等待7秒...然后以继续抓取\n",
      "这是第8页，接下来将先等待10秒...然后以继续抓取\n",
      "这是第9页，接下来将先等待9秒...然后以继续抓取\n",
      "这是第10页，接下来将先等待3秒...然后以继续抓取\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"imId\":\"fd14de11be220755ac365a663ca833da\",\"im...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[渠道运营, 产品运营]</td>\n",
       "      <td>PM产品经理（元器件）</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>2</td>\n",
       "      <td>20220411230440</td>\n",
       "      <td>48818805</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>总经理</td>\n",
       "      <td>09ea96f81e58eafe6ac4e705fd2725a1</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>9885213</td>\n",
       "      <td>厦门唯样科技有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>5c6e1794261c45f047888e8e04u.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9885213/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"imId\":\"735936693af29097a9f0273dd33fa30b\",\"im...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[]</td>\n",
       "      <td>TV Product Manager(南非、意大利)</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2</td>\n",
       "      <td>20230831194617</td>\n",
       "      <td>61288827</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>4898c453f67450440d4d8cf16bd118f5</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>1550812</td>\n",
       "      <td>创维-RGB电子</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe96db74719df0ac991c0e03a.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/1550812/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"imId\":\"be61c56b006b75c8fda65984f5cddb33\",\"im...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[工具产品, 数据产品, 策略产品, 用户研究, 团队管理, 数据分析, 需求分析, 竞品分...</td>\n",
       "      <td>产品经理实习生</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230605144027</td>\n",
       "      <td>59083047</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>975590973597d5990df38e310c892c5e</td>\n",
       "      <td>6482ad4ca582421b523f6aad02u.png</td>\n",
       "      <td>8809483</td>\n",
       "      <td>深圳汉阳科技有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>天使轮</td>\n",
       "      <td>638030fd790f213180984f4401u.png</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>https://www.liepin.com/company/8809483/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"imId\":\"174228587afe7e1221763eed48c5bc0c\",\"im...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[策略产品, 产品优化, 团队管理, 用户研究, 数据分析]</td>\n",
       "      <td>AIGC 企业级应用的产品经理</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230722084816</td>\n",
       "      <td>60207589</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>创始人</td>\n",
       "      <td>b9f5503a38d756eea51fcf4dc008bfd3</td>\n",
       "      <td>644ed8b14bbdfd19cd96b38d07u.png</td>\n",
       "      <td>13341083</td>\n",
       "      <td>深圳市迷谷启明科技有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/13341083/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"imId\":\"d29f8cb988e6cb6ec68319df6cd38213\",\"im...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[策略产品, to G, 竞品分析, 产品规划, 用户研究, 产品设计, 数据分析, 团队管理]</td>\n",
       "      <td>产品经理-德语</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>20221114134406</td>\n",
       "      <td>53884129</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>1ea5a9e8f72f55d8b9b943c2bbffc50b</td>\n",
       "      <td>636b0ca57f270e6a8bfd39c301u.png</td>\n",
       "      <td>9998763</td>\n",
       "      <td>广州疆海科技有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>A轮</td>\n",
       "      <td>648a8cab5446774f442f54e103u.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9998763/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"jobKind\":\"2\",\"jobId\":\"33273225\",\"userId\":\"08...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[生产跟单]</td>\n",
       "      <td>生产跟单</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2</td>\n",
       "      <td>20201107085717</td>\n",
       "      <td>33273225</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>总经理</td>\n",
       "      <td>0895e5f5ea2f23c73d9184460a4c74d3</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>12443347</td>\n",
       "      <td>深圳市诚伟翔科技有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>金属制品</td>\n",
       "      <td>https://www.liepin.com/company/12443347/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"jobKind\":\"2\",\"jobId\":\"47789029\",\"userId\":\"0c...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[]</td>\n",
       "      <td>管理培训生</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2</td>\n",
       "      <td>20220701093709</td>\n",
       "      <td>47789029</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>人事主管</td>\n",
       "      <td>0cb8121bf5405885d431a8234a355eca</td>\n",
       "      <td>6225a01d81a14b00fe47233b03u.png</td>\n",
       "      <td>9238896</td>\n",
       "      <td>大管加</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>天使轮</td>\n",
       "      <td>5e3d1aa96324626e179ace0101u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/9238896/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"jobKind\":\"2\",\"jobId\":\"47139309\",\"userId\":\"88...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[网络销售, 电话销售, to C, 销售管理, 客户管理, 团队管理]</td>\n",
       "      <td>网络销售</td>\n",
       "      <td>深圳-龙岗区</td>\n",
       "      <td>2</td>\n",
       "      <td>20220216173703</td>\n",
       "      <td>47139309</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>销售总监</td>\n",
       "      <td>88570e71c3ade619b3047ceb4c876b7b</td>\n",
       "      <td>622f36db4a223b009c6c4efe05u.png</td>\n",
       "      <td>10074973</td>\n",
       "      <td>深圳市洋葱电子商务有限公司</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>B轮</td>\n",
       "      <td>5e23ab5629d83a675442873a06u.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/10074973/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"jobKind\":\"2\",\"jobId\":\"23174441\",\"userId\":\"55...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品专员/助理</td>\n",
       "      <td>深圳-龙岗区</td>\n",
       "      <td>2</td>\n",
       "      <td>20191012125151</td>\n",
       "      <td>23174441</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>经理</td>\n",
       "      <td>5527f903ad0f2f1a319538072cd912fa</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>7891695</td>\n",
       "      <td>深圳时资科技发展有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe9f9f74719d2aa34bce5e03a.png</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>https://www.liepin.com/company/7891695/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"jobKind\":\"2\",\"jobId\":\"49947443\",\"userId\":\"7e...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[销售助理]</td>\n",
       "      <td>销售助理</td>\n",
       "      <td>深圳-龙岗区</td>\n",
       "      <td>2</td>\n",
       "      <td>20220817085500</td>\n",
       "      <td>49947443</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>人事</td>\n",
       "      <td>7ea036c02a53ddf1deeca2a9ecc4662b</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>13225483</td>\n",
       "      <td>深圳市欣妍生物技术有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/13225483/</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"imId\":\"fd14de11be220755ac365a663ca833da\",\"im...   \n",
       "1   {\"imId\":\"735936693af29097a9f0273dd33fa30b\",\"im...   \n",
       "2   {\"imId\":\"be61c56b006b75c8fda65984f5cddb33\",\"im...   \n",
       "3   {\"imId\":\"174228587afe7e1221763eed48c5bc0c\",\"im...   \n",
       "4   {\"imId\":\"d29f8cb988e6cb6ec68319df6cd38213\",\"im...   \n",
       "..                                                ...   \n",
       "35  {\"jobKind\":\"2\",\"jobId\":\"33273225\",\"userId\":\"08...   \n",
       "36  {\"jobKind\":\"2\",\"jobId\":\"47789029\",\"userId\":\"0c...   \n",
       "37  {\"jobKind\":\"2\",\"jobId\":\"47139309\",\"userId\":\"88...   \n",
       "38  {\"jobKind\":\"2\",\"jobId\":\"23174441\",\"userId\":\"55...   \n",
       "39  {\"jobKind\":\"2\",\"jobId\":\"49947443\",\"userId\":\"7e...   \n",
       "\n",
       "                                             dataInfo  \\\n",
       "0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "..                                                ...   \n",
       "35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "\n",
       "                                           job.labels  \\\n",
       "0                                        [渠道运营, 产品运营]   \n",
       "1                                                  []   \n",
       "2   [工具产品, 数据产品, 策略产品, 用户研究, 团队管理, 数据分析, 需求分析, 竞品分...   \n",
       "3                      [策略产品, 产品优化, 团队管理, 用户研究, 数据分析]   \n",
       "4    [策略产品, to G, 竞品分析, 产品规划, 用户研究, 产品设计, 数据分析, 团队管理]   \n",
       "..                                                ...   \n",
       "35                                             [生产跟单]   \n",
       "36                                                 []   \n",
       "37               [网络销售, 电话销售, to C, 销售管理, 客户管理, 团队管理]   \n",
       "38                                                 []   \n",
       "39                                             [销售助理]   \n",
       "\n",
       "                     job.title  job.dq job.jobKind job.refreshTime job.jobId  \\\n",
       "0                  PM产品经理（元器件）  深圳-福田区           2  20220411230440  48818805   \n",
       "1   TV Product Manager(南非、意大利)      深圳           2  20230831194617  61288827   \n",
       "2                      产品经理实习生  深圳-龙华区           2  20230605144027  59083047   \n",
       "3              AIGC 企业级应用的产品经理  深圳-宝安区           2  20230722084816  60207589   \n",
       "4                      产品经理-德语  深圳-南山区           2  20221114134406  53884129   \n",
       "..                         ...     ...         ...             ...       ...   \n",
       "35                        生产跟单      深圳           2  20201107085717  33273225   \n",
       "36                       管理培训生      深圳           2  20220701093709  47789029   \n",
       "37                        网络销售  深圳-龙岗区           2  20220216173703  47139309   \n",
       "38                     产品专员/助理  深圳-龙岗区           2  20191012125151  23174441   \n",
       "39                        销售助理  深圳-龙岗区           2  20220817085500  49947443   \n",
       "\n",
       "    job.advViewFlag job.requireWorkYears  ... recruiter.recruiterTitle  \\\n",
       "0             False                 经验不限  ...                      总经理   \n",
       "1             False                 经验不限  ...                     招聘经理   \n",
       "2             False                 经验不限  ...                       HR   \n",
       "3             False                 经验不限  ...                      创始人   \n",
       "4             False                 经验不限  ...                     HRBP   \n",
       "..              ...                  ...  ...                      ...   \n",
       "35            False                 经验不限  ...                      总经理   \n",
       "36            False                 经验不限  ...                     人事主管   \n",
       "37            False                 经验不限  ...                     销售总监   \n",
       "38            False                 经验不限  ...                       经理   \n",
       "39            False                 经验不限  ...                       人事   \n",
       "\n",
       "               recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       "0   09ea96f81e58eafe6ac4e705fd2725a1  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       "1   4898c453f67450440d4d8cf16bd118f5  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "2   975590973597d5990df38e310c892c5e  6482ad4ca582421b523f6aad02u.png   \n",
       "3   b9f5503a38d756eea51fcf4dc008bfd3  644ed8b14bbdfd19cd96b38d07u.png   \n",
       "4   1ea5a9e8f72f55d8b9b943c2bbffc50b  636b0ca57f270e6a8bfd39c301u.png   \n",
       "..                               ...                              ...   \n",
       "35  0895e5f5ea2f23c73d9184460a4c74d3  5f8f98698dbe6273dcf8516008u.jpg   \n",
       "36  0cb8121bf5405885d431a8234a355eca  6225a01d81a14b00fe47233b03u.png   \n",
       "37  88570e71c3ade619b3047ceb4c876b7b  622f36db4a223b009c6c4efe05u.png   \n",
       "38  5527f903ad0f2f1a319538072cd912fa  5f8f986aea60860b75384fab08u.jpg   \n",
       "39  7ea036c02a53ddf1deeca2a9ecc4662b  5f8f9865ea60860b75384fa508u.jpg   \n",
       "\n",
       "   comp.compId  comp.compName comp.compScale comp.compStage  \\\n",
       "0      9885213     厦门唯样科技有限公司         50-99人          融资未公开   \n",
       "1      1550812       创维-RGB电子       10000人以上            NaN   \n",
       "2      8809483     深圳汉阳科技有限公司         50-99人            天使轮   \n",
       "3     13341083  深圳市迷谷启明科技有限公司          1-49人            NaN   \n",
       "4      9998763     广州疆海科技有限公司       100-499人             A轮   \n",
       "..         ...            ...            ...            ...   \n",
       "35    12443347   深圳市诚伟翔科技有限公司          1-49人            NaN   \n",
       "36     9238896            大管加       100-499人            天使轮   \n",
       "37    10074973  深圳市洋葱电子商务有限公司       500-999人             B轮   \n",
       "38     7891695   深圳时资科技发展有限公司          1-49人            NaN   \n",
       "39    13225483  深圳市欣妍生物技术有限公司          1-49人          融资未公开   \n",
       "\n",
       "                      comp.compLogo comp.compIndustry  \\\n",
       "0   5c6e1794261c45f047888e8e04u.png       电子/半导体/集成电路   \n",
       "1   5bfe96db74719df0ac991c0e03a.png       电子/半导体/集成电路   \n",
       "2   638030fd790f213180984f4401u.png              人工智能   \n",
       "3   61b07937d0458d53c627567e02u.jpg               互联网   \n",
       "4   648a8cab5446774f442f54e103u.png       电子/半导体/集成电路   \n",
       "..                              ...               ...   \n",
       "35  61b07937d0458d53c627567e02u.jpg              金属制品   \n",
       "36  5e3d1aa96324626e179ace0101u.jpg             计算机软件   \n",
       "37  5e23ab5629d83a675442873a06u.png               互联网   \n",
       "38  5bfe9f9f74719d2aa34bce5e03a.png           电气机械/器材   \n",
       "39  61b07937d0458d53c627567e02u.jpg                制药   \n",
       "\n",
       "                                   comp.link  \n",
       "0    https://www.liepin.com/company/9885213/  \n",
       "1    https://www.liepin.com/company/1550812/  \n",
       "2    https://www.liepin.com/company/8809483/  \n",
       "3   https://www.liepin.com/company/13341083/  \n",
       "4    https://www.liepin.com/company/9998763/  \n",
       "..                                       ...  \n",
       "35  https://www.liepin.com/company/12443347/  \n",
       "36   https://www.liepin.com/company/9238896/  \n",
       "37  https://www.liepin.com/company/10074973/  \n",
       "38   https://www.liepin.com/company/7891695/  \n",
       "39  https://www.liepin.com/company/13225483/  \n",
       "\n",
       "[400 rows x 31 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import crawl_liepin\n",
    "\n",
    "crawl_liepin.crawl(城市=\"深圳\",关键词=\"产品经理\",工作经验='应届生')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ece7424a",
   "metadata": {},
   "source": [
    "# 第一个目标，cookies实现登录，获取完整数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "2f6ea212",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'inited_user=21326f5719161b33e8af2ef1e6c39e9c; __gc_id=ca5daf4a0cf640f2b5fdc8cf0bc45cc1; _ga=GA1.1.836451569.1681903087; __uuid=1681903087304.37; need_bind_tel=false; c_flag=518a24009ce3958d4e818ccb2658f819; new_user=false; XSRF-TOKEN=Ly0XY5aBSOm6LWR2KsSqrw; __tlog=1698838395682.49%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697021975,1697626737,1698231281,1698838396; acw_tc=2760829716988383972193781e26e6f1374961489e4a9a83eda23c60aa2073; UniqueKey=92e8ad0c82debad0a9dba665e9526a14; liepin_login_valid=0; lt_auth=v%2BwNM3UGylv95XDZjmJZ5vocitOuUWjNpigIhB9TgdPvDvPk4P%2FmQAOHqrUA%2FioIqxwjd68zMLb3PeD9wXZI6kUR%2BlGkkIC0uuW52WEDS911HuyflMX6k83QSqUmrXg6yUpyn2si; access_system=C; user_roles=0; user_photo=5f8fa3b979c7cc70efbf445908u.png; user_name=%E5%90%B4%E6%85%A7%E7%BA%AF; inited_user=21326f5719161b33e8af2ef1e6c39e9c; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1698838520; imId=b5e1273d5cb093f4bd01d94a8ce8c34f; imId_0=b5e1273d5cb093f4bd01d94a8ce8c34f; imClientId=b5e1273d5cb093f45dc8fe47cac96bc7; imClientId_0=b5e1273d5cb093f45dc8fe47cac96bc7; imApp_0=1; __session_seq=5; __uv_seq=5; __tlg_event_seq=55; fe_im_socketSequence_new_0=1_1_1; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_92e8ad0c82debad0a9dba665e9526a14%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1698838394.20.1.1698838557.0.0.0'"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 建立登陆cookie\n",
    "cookie = \"inited_user=21326f5719161b33e8af2ef1e6c39e9c; __gc_id=ca5daf4a0cf640f2b5fdc8cf0bc45cc1; _ga=GA1.1.836451569.1681903087; __uuid=1681903087304.37; need_bind_tel=false; c_flag=518a24009ce3958d4e818ccb2658f819; new_user=false; XSRF-TOKEN=Ly0XY5aBSOm6LWR2KsSqrw; __tlog=1698838395682.49%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697021975,1697626737,1698231281,1698838396; acw_tc=2760829716988383972193781e26e6f1374961489e4a9a83eda23c60aa2073; UniqueKey=92e8ad0c82debad0a9dba665e9526a14; liepin_login_valid=0; lt_auth=v%2BwNM3UGylv95XDZjmJZ5vocitOuUWjNpigIhB9TgdPvDvPk4P%2FmQAOHqrUA%2FioIqxwjd68zMLb3PeD9wXZI6kUR%2BlGkkIC0uuW52WEDS911HuyflMX6k83QSqUmrXg6yUpyn2si; access_system=C; user_roles=0; user_photo=5f8fa3b979c7cc70efbf445908u.png; user_name=%E5%90%B4%E6%85%A7%E7%BA%AF; inited_user=21326f5719161b33e8af2ef1e6c39e9c; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1698838520; imId=b5e1273d5cb093f4bd01d94a8ce8c34f; imId_0=b5e1273d5cb093f4bd01d94a8ce8c34f; imClientId=b5e1273d5cb093f45dc8fe47cac96bc7; imClientId_0=b5e1273d5cb093f45dc8fe47cac96bc7; imApp_0=1; __session_seq=5; __uv_seq=5; __tlg_event_seq=55; fe_im_socketSequence_new_0=1_1_1; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_92e8ad0c82debad0a9dba665e9526a14%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1698838394.20.1.1698838557.0.0.0\"\n",
    "cookie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7fe74e11",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0b36f1e8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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